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Research

Our own experiments and data reports, published with the method so the numbers can be checked.

7 articles

  1. How Repeat Runs Reshape ChatGPT Business Recommendations in Singapore: Evidence From 8 Industries

    Asked 39 Singapore buyer questions three times each, GPT-5.5 with web search named the same business in all three answers for only 30.4% of 329 names.

    9 min read

  2. ChatGPT Clinic Recommendations in Singapore in 2026: What 84 Patient Answers Show

    ChatGPT clinic recommendations in Singapore, from 84 answers to 28 patient questions: clinic sites lead the sources, and few clinics recur on every asking.

    9 min read

  3. ChatGPT API vs App: How Far Apart Are the Brands They Recommend — Canlah AI Data Report

    ChatGPT API vs app: across 848 app answers and 90 API answers to 30 Singapore buyer questions, brand rates differed by 23.2 points on average.

    12 min read

  4. Singapore Clinic Website Benchmarks in 2026: What 1,287 Clinic Sites Get Right and Wrong

    Singapore clinic websites in 2026, from 1,287 checked sites: 86% offer a booking link, but only 39% carry clinic schema and 29% lack a meta description.

    11 min read

  5. Which Industries Benefit Most From GEO? A 2026 ChatGPT Test Across 8 Singapore Industries

    Which industries benefit most from GEO? A 24-question ChatGPT test in Singapore: AI named businesses in every answer and cited clinics' own sites most.

    10 min read

  6. The Own-Brand GEO Audit Experiment — Canlah AI Case Study and Data Report

    A GEO audit case study: Canlah AI probed canlah.ai with 39 buyer questions. Non-brand AI mention rate was 4.0% (7 of 177); branded, 100%.

    15 min read

  7. The Multi-Market F&B Content Engine Experiment — Canlah AI Case Study and Data Report

    A multi-market F&B content case study: one brand-memory engine in five markets, a reported 150% engagement lift and content spend cut from $22,000 to $4,200.

    13 min read

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